Article

Machine Learning Approach for Subtype Prediction in Primary Aldosteronism: A Comprehensive Analysis of Models and Features

2025-12-15

Abstract excerpt

<title>Abstract</title> <p>Primary aldosteronism (PA) has two major subtypes: unilateral (uPA) and bilateral (bPA). Although several diagnostic models for subtype classification have been reported, the optimal combination of algorithms and clinical features remains unclear. This study aimed to identify machine learning models and clinical features that contribute to PA subtype prediction. A total of 274 PA patien...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 712ccc4c-9caf-56df-906a-9c85477a16bc
DOI: 10.21203/rs.3.rs-8268064/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Machine Learning Approach for Subtype Prediction in Primary Aldosteronism: A Comprehensive Analysis of Models and FeaturesDOI 10.21203/rs.3.rs-8268064/v1Read

A customizable calculation tool for allocation of adrenal vein sampling in primary aldosteronism in diverse populationsSemantic proximity Read

Update in Primary AldosteronismSemantic proximity Read

Targeted multiplex proteomics for the development and validation of biomarkers in primary aldosteronism subtypingSemantic proximity Read

11C-metomidate PET CT versus Adrenal Vein Sampling for diagnosing surgically curable primary aldosteronism: prospective test validation, and impact of somatic genotype and ethnicity on outcomesSemantic proximity Read

Genotype-Specific Steroid Profiles Associated With Aldosterone-Producing Adenomas.Semantic proximity Read

Prevalence and Clinical Manifestations of Primary Aldosteronism Encountered in Primary Care Practice.Semantic proximity Read

Somatic mutations in adrenals from patients with primary aldosteronism not cured after adrenalectomy suggest common pathogenic mechanisms between unilateral and bilateral disease.Semantic proximity Read

Whole blood methylome-derived features to discriminate endocrine hypertensionSemantic proximity Read

Correlation of Histopathologic Subtypes of Primary Aldosteronism with Clinical Phenotypes and Postsurgical Outcomes.Semantic proximity Read

SFE/SFHTA/AFCE consensus on primary aldosteronism, part 5: Genetic diagnosis of primary aldosteronism.Semantic proximity Read

Unilateral adrenalectomy for a drug-resistant bilateral primary aldosteronism with heart failure: pathophysiology and surgical indicationSemantic proximity Read

Precision Management of Fludrocortisone-Related Hypertension Risk in Congenital Adrenal Hyperplasia: A Machine Learning Approach to Personalized DosingSemantic proximity Read